Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	300000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	36.6 MiB
Average record size in memory	128.0 B

Variable types

NUM	16

Warnings

id has unique values Unique

Reproduction

Analysis started	2021-01-05 08:40:10.330310
Analysis finished	2021-01-05 08:41:32.252016
Duration	1 minute and 21.92 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

id
Real number (ℝ_≥0)

UNIQUE

Distinct	300000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	249825.1459
Minimum	1
Maximum	499999
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	1
5-th percentile	24816.9
Q1	124656.5
median	249738.5
Q3	374836.25
95-th percentile	475082.1
Maximum	499999
Range	499998
Interquartile range (IQR)	250179.75

Descriptive statistics

Standard deviation	144476.7326
Coefficient of variation (CV)	0.5783114108
Kurtosis	-1.201675411
Mean	249825.1459
Median Absolute Deviation (MAD)	125089
Skewness	0.001580802342
Sum	7.494754376e+10
Variance	2.087352625e+10
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2049	1	< 0.1%
462411	1	< 0.1%
456308	1	< 0.1%
446067	1	< 0.1%
450161	1	< 0.1%
403054	1	< 0.1%
407148	1	< 0.1%
396907	1	< 0.1%
394858	1	< 0.1%
421479	1	< 0.1%
Other values (299990)	299990	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
499999	1	< 0.1%
499998	1	< 0.1%
499997	1	< 0.1%
499996	1	< 0.1%
499995	1	< 0.1%

cont1
Real number (ℝ)

Distinct	299865
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5068728582
Minimum	-0.08226332148
Maximum	1.016227417
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.08226332148
5-th percentile	0.2428022932
Q1	0.3430778493
median	0.484005495
Q3	0.6437893542
95-th percentile	0.921274612
Maximum	1.016227417
Range	1.098490738
Interquartile range (IQR)	0.3007115049

Descriptive statistics

Standard deviation	0.2039761938
Coefficient of variation (CV)	0.402420825
Kurtosis	-0.2526819198
Mean	0.5068728582
Median Absolute Deviation (MAD)	0.1483395217
Skewness	0.5295775749
Sum	152061.8575
Variance	0.04160628763
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4658972778	2	< 0.1%
0.3543316197	2	< 0.1%
0.5054033698	2	< 0.1%
0.7320907347	2	< 0.1%
0.695456149	2	< 0.1%
0.5191114138	2	< 0.1%
0.5043305245	2	< 0.1%
0.5041352976	2	< 0.1%
0.4981075228	2	< 0.1%
0.5033510973	2	< 0.1%
Other values (299855)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.08226332148	1	< 0.1%
-0.0772377364	1	< 0.1%
-0.05994785544	1	< 0.1%
-0.05886888592	1	< 0.1%
-0.05688045966	1	< 0.1%

Value	Count	Frequency (%)
1.016227417	1	< 0.1%
1.015698483	1	< 0.1%
1.015672066	1	< 0.1%
1.015187156	1	< 0.1%
1.01500365	1	< 0.1%

cont2
Real number (ℝ)

Distinct	299906
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4978980045
Minimum	-0.03139747285
Maximum	0.8596967694
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.03139747285
5-th percentile	0.1183835013
Q1	0.319169876
median	0.5532094553
Q3	0.7312630386
95-th percentile	0.8058216935
Maximum	0.8596967694
Range	0.8910942423
Interquartile range (IQR)	0.4120931626

Descriptive statistics

Standard deviation	0.2281594531
Coefficient of variation (CV)	0.4582453657
Kurtosis	-1.18047306
Mean	0.4978980045
Median Absolute Deviation (MAD)	0.1940471058
Skewness	-0.2480799606
Sum	149369.4013
Variance	0.05205673606
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.242656381	2	< 0.1%
0.1569038535	2	< 0.1%
0.1323148201	2	< 0.1%
0.06955923085	2	< 0.1%
0.3546700558	2	< 0.1%
0.6187410392	2	< 0.1%
0.488116465	2	< 0.1%
0.2139991603	2	< 0.1%
0.7789042651	2	< 0.1%
0.2877457476	2	< 0.1%
Other values (299896)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.03139747285	1	< 0.1%
-0.03115723637	1	< 0.1%
-0.02439847272	1	< 0.1%
-0.02306626097	1	< 0.1%
-0.02160314765	1	< 0.1%

Value	Count	Frequency (%)
0.8596967694	1	< 0.1%
0.8578249682	1	< 0.1%
0.8550204604	1	< 0.1%
0.85357874	1	< 0.1%
0.851990187	1	< 0.1%

cont3
Real number (ℝ_≥0)

Distinct	299745
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5215572704
Minimum	0.02096686736
Maximum	1.006954603
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.02096686736
5-th percentile	0.2155841171
Q1	0.3440960647
median	0.5514710487
Q3	0.6483148058
95-th percentile	0.8764403406
Maximum	1.006954603
Range	0.9859877359
Interquartile range (IQR)	0.3042187411

Descriptive statistics

Standard deviation	0.2007700586
Coefficient of variation (CV)	0.3849434569
Kurtosis	-0.6715223816
Mean	0.5215572704
Median Absolute Deviation (MAD)	0.1411268126
Skewness	0.009036886781
Sum	156467.1811
Variance	0.04030861645
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.573669699	3	< 0.1%
0.6425923919	2	< 0.1%
0.5567617452	2	< 0.1%
0.6066237434	2	< 0.1%
0.5193892053	2	< 0.1%
0.5572880781	2	< 0.1%
0.5554150441	2	< 0.1%
0.2363221472	2	< 0.1%
0.5386191816	2	< 0.1%
0.5804096234	2	< 0.1%
Other values (299735)	299979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02096686736	1	< 0.1%
0.02633104662	1	< 0.1%
0.02657762727	1	< 0.1%
0.04082586429	1	< 0.1%
0.04116167088	1	< 0.1%

Value	Count	Frequency (%)
1.006954603	1	< 0.1%
1.001680631	1	< 0.1%
1.001543834	1	< 0.1%
0.9999052491	1	< 0.1%
0.9972085519	1	< 0.1%

cont4
Real number (ℝ_≥0)

Distinct	299892
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5156828404
Minimum	0.1527614227
Maximum	1.010402194
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.1527614227
5-th percentile	0.2083876324
Q1	0.2949349672
median	0.4828798578
Q3	0.7487053331
95-th percentile	0.880075333
Maximum	1.010402194
Range	0.8576407717
Interquartile range (IQR)	0.4537703659

Descriptive statistics

Standard deviation	0.2330354807
Coefficient of variation (CV)	0.4518969072
Kurtosis	-1.335372515
Mean	0.5156828404
Median Absolute Deviation (MAD)	0.2111374978
Skewness	0.2503833616
Sum	154704.8521
Variance	0.05430553525
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2618571131	2	< 0.1%
0.8717338234	2	< 0.1%
0.3115793643	2	< 0.1%
0.2310085468	2	< 0.1%
0.7518461656	2	< 0.1%
0.8237047691	2	< 0.1%
0.6929292525	2	< 0.1%
0.2012288768	2	< 0.1%
0.482965599	2	< 0.1%
0.7733087288	2	< 0.1%
Other values (299882)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1527614227	1	< 0.1%
0.1539706606	1	< 0.1%
0.154547932	1	< 0.1%
0.1554136707	1	< 0.1%
0.1560131783	1	< 0.1%

Value	Count	Frequency (%)
1.010402194	1	< 0.1%
1.008933163	1	< 0.1%
0.9980662021	1	< 0.1%
0.99703697	1	< 0.1%
0.9969220463	1	< 0.1%

cont5
Real number (ℝ_≥0)

Distinct	299730
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5020220136
Minimum	0.2763766685
Maximum	1.034260891
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.2763766685
5-th percentile	0.2811811167
Q1	0.2841084838
median	0.4517325561
Q3	0.6706601962
95-th percentile	0.9272414064
Maximum	1.034260891
Range	0.7578842229
Interquartile range (IQR)	0.3865517124

Descriptive statistics

Standard deviation	0.2207011812
Coefficient of variation (CV)	0.439624509
Kurtosis	-0.887802616
Mean	0.5020220136
Median Absolute Deviation (MAD)	0.1684874823
Skewness	0.6103042388
Sum	150606.6041
Variance	0.0487090114
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2832969355	3	< 0.1%
0.7620376668	2	< 0.1%
0.3081395849	2	< 0.1%
0.4091756683	2	< 0.1%
0.2834344309	2	< 0.1%
0.2846425465	2	< 0.1%
0.603589196	2	< 0.1%
0.4931052537	2	< 0.1%
0.2842738685	2	< 0.1%
0.2845160228	2	< 0.1%
Other values (299720)	299979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2763766685	1	< 0.1%
0.276466636	1	< 0.1%
0.2765132537	1	< 0.1%
0.27682203	1	< 0.1%
0.2768220331	1	< 0.1%

Value	Count	Frequency (%)
1.034260891	1	< 0.1%
1.034046059	1	< 0.1%
1.033833526	1	< 0.1%
1.033710706	1	< 0.1%
1.033708131	1	< 0.1%

cont6
Real number (ℝ_≥0)

Distinct	299830
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5265152305
Minimum	0.06616556356
Maximum	1.04385773
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.06616556356
5-th percentile	0.2389758192
Q1	0.3561629297
median	0.4709875074
Q3	0.6940428305
95-th percentile	0.9311599606
Maximum	1.04385773
Range	0.9776921663
Interquartile range (IQR)	0.3378799008

Descriptive statistics

Standard deviation	0.2179089794
Coefficient of variation (CV)	0.4138702298
Kurtosis	-0.7997201489
Mean	0.5265152305
Median Absolute Deviation (MAD)	0.144225825
Skewness	0.537975766
Sum	157954.5691
Variance	0.04748432331
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4554020047	2	< 0.1%
0.3505930241	2	< 0.1%
0.4457659283	2	< 0.1%
0.4570629763	2	< 0.1%
0.49526398	2	< 0.1%
0.2910505532	2	< 0.1%
0.4636654161	2	< 0.1%
0.4941430331	2	< 0.1%
0.3257445238	2	< 0.1%
0.4846409925	2	< 0.1%
Other values (299820)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.06616556356	1	< 0.1%
0.08004081991	1	< 0.1%
0.08370428319	1	< 0.1%
0.08521713476	1	< 0.1%
0.08537269205	1	< 0.1%

Value	Count	Frequency (%)
1.04385773	1	< 0.1%
1.04347033	1	< 0.1%
1.042967271	1	< 0.1%
1.041227162	1	< 0.1%
1.040829863	1	< 0.1%

cont7
Real number (ℝ)

Distinct	299876
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4878900924
Minimum	-0.0976663006
Maximum	1.066167475
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.0976663006
5-th percentile	0.2476280618
Q1	0.3466000236
median	0.4668245894
Q3	0.5812921549
95-th percentile	0.8372817028
Maximum	1.066167475
Range	1.163833776
Interquartile range (IQR)	0.2346921313

Descriptive statistics

Standard deviation	0.1810960542
Coefficient of variation (CV)	0.3711820695
Kurtosis	-0.004491432684
Mean	0.4878900924
Median Absolute Deviation (MAD)	0.1179344549
Skewness	0.7034115507
Sum	146367.0277
Variance	0.03279578084
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5529784324	2	< 0.1%
0.3644253905	2	< 0.1%
0.2453761624	2	< 0.1%
0.3417570507	2	< 0.1%
0.3310347045	2	< 0.1%
0.3357984014	2	< 0.1%
0.3717694938	2	< 0.1%
0.3119117181	2	< 0.1%
0.4911380206	2	< 0.1%
0.3992380099	2	< 0.1%
Other values (299866)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0976663006	1	< 0.1%
-0.02945977251	1	< 0.1%
-0.02662825428	1	< 0.1%
-0.02168407982	1	< 0.1%
-0.01040099999	1	< 0.1%

Value	Count	Frequency (%)
1.066167475	1	< 0.1%
1.062792053	1	< 0.1%
1.054835203	1	< 0.1%
1.05475036	1	< 0.1%
1.053106227	1	< 0.1%

cont8
Real number (ℝ_≥0)

Distinct	299853
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5251634024
Minimum	0.2172599973
Maximum	1.024427233
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.2172599973
5-th percentile	0.2674215229
Q1	0.3414863553
median	0.483460397
Q3	0.685250323
95-th percentile	0.9385032932
Maximum	1.024427233
Range	0.807167236
Interquartile range (IQR)	0.3437639676

Descriptive statistics

Standard deviation	0.2162214743
Coefficient of variation (CV)	0.4117222817
Kurtosis	-0.8781174757
Mean	0.5251634024
Median Absolute Deviation (MAD)	0.1598043404
Skewness	0.5697277612
Sum	157549.0207
Variance	0.04675172596
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2990012973	2	< 0.1%
0.2944685252	2	< 0.1%
0.3165964336	2	< 0.1%
0.6322038091	2	< 0.1%
0.3791399348	2	< 0.1%
0.303636909	2	< 0.1%
0.3841826949	2	< 0.1%
0.3633733249	2	< 0.1%
0.3247623732	2	< 0.1%
0.3717584406	2	< 0.1%
Other values (299843)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2172599973	1	< 0.1%
0.217724688	1	< 0.1%
0.2184334817	1	< 0.1%
0.2196382514	1	< 0.1%
0.2197473539	1	< 0.1%

Value	Count	Frequency (%)
1.024427233	1	< 0.1%
1.023664126	1	< 0.1%
1.023568327	1	< 0.1%
1.023469081	1	< 0.1%
1.023456204	1	< 0.1%

cont9
Real number (ℝ)

Distinct	299651
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4598574065
Minimum	-0.2406041917
Maximum	1.004114099
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.2406041917
5-th percentile	0.1822731762
Q1	0.3308320051
median	0.4168428386
Q3	0.575040771
95-th percentile	0.8899637144
Maximum	1.004114099
Range	1.244718291
Interquartile range (IQR)	0.2442087659

Descriptive statistics

Standard deviation	0.196684604
Coefficient of variation (CV)	0.4277078095
Kurtosis	0.1956550999
Mean	0.4598574065
Median Absolute Deviation (MAD)	0.1124050692
Skewness	0.796232871
Sum	137957.222
Variance	0.03868483345
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6109532011	2	< 0.1%
0.9036859399	2	< 0.1%
0.4007259262	2	< 0.1%
0.4406306075	2	< 0.1%
0.1756713877	2	< 0.1%
0.3413013596	2	< 0.1%
0.6016659824	2	< 0.1%
0.8856026065	2	< 0.1%
0.8618823875	2	< 0.1%
0.2883413362	2	< 0.1%
Other values (299641)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.2406041917	1	< 0.1%
-0.2307544346	1	< 0.1%
-0.2278921795	1	< 0.1%
-0.2222467378	1	< 0.1%
-0.2109667755	1	< 0.1%

Value	Count	Frequency (%)
1.004114099	1	< 0.1%
1.000321941	1	< 0.1%
0.9952763185	1	< 0.1%
0.9946565025	1	< 0.1%
0.9912830515	1	< 0.1%

cont10
Real number (ℝ)

Distinct	299851
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5205322691
Minimum	-0.0850460036
Maximum	1.199951392
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.0850460036
5-th percentile	0.2326497499
Q1	0.3754647674
median	0.4588769868
Q3	0.7002917662
95-th percentile	0.8451774058
Maximum	1.199951392
Range	1.284997396
Interquartile range (IQR)	0.3248269989

Descriptive statistics

Standard deviation	0.2018541915
Coefficient of variation (CV)	0.3877842038
Kurtosis	-1.051673934
Mean	0.5205322691
Median Absolute Deviation (MAD)	0.1363128905
Skewness	0.3626009614
Sum	156159.6807
Variance	0.04074511464
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.842241411	2	< 0.1%
0.2120003484	2	< 0.1%
0.8594587119	2	< 0.1%
0.2477212567	2	< 0.1%
0.8412122272	2	< 0.1%
0.2868682583	2	< 0.1%
0.7517586708	2	< 0.1%
0.8365102352	2	< 0.1%
0.4551372618	2	< 0.1%
0.2171730605	2	< 0.1%
Other values (299841)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0850460036	1	< 0.1%
-0.0784802393	1	< 0.1%
-0.0661418739	1	< 0.1%
-0.06035322751	1	< 0.1%
-0.05899791587	1	< 0.1%

Value	Count	Frequency (%)
1.199951392	1	< 0.1%
1.1838459	1	< 0.1%
1.142818213	1	< 0.1%
1.14068949	1	< 0.1%
1.135018978	1	< 0.1%

cont11
Real number (ℝ_≥0)

Distinct	299887
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4839264019
Minimum	0.08327673657
Maximum	1.022620142
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.08327673657
5-th percentile	0.1890675422
Q1	0.3004737983
median	0.4419158589
Q3	0.6791281864
95-th percentile	0.8714503848
Maximum	1.022620142
Range	0.939343405
Interquartile range (IQR)	0.3786543881

Descriptive statistics

Standard deviation	0.2200824402
Coefficient of variation (CV)	0.4547849412
Kurtosis	-0.9533871209
Mean	0.4839264019
Median Absolute Deviation (MAD)	0.1711160334
Skewness	0.4193887531
Sum	145177.9206
Variance	0.0484362805
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2619005233	2	< 0.1%
0.2523703228	2	< 0.1%
0.3939383005	2	< 0.1%
0.188767841	2	< 0.1%
0.3345780869	2	< 0.1%
0.2700350912	2	< 0.1%
0.4939077709	2	< 0.1%
0.5644372893	2	< 0.1%
0.3737361412	2	< 0.1%
0.1460926805	2	< 0.1%
Other values (299877)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08327673657	1	< 0.1%
0.08433134038	1	< 0.1%
0.08464028491	1	< 0.1%
0.08580054681	1	< 0.1%
0.08599365479	1	< 0.1%

Value	Count	Frequency (%)
1.022620142	1	< 0.1%
1.018950116	1	< 0.1%
1.016425075	1	< 0.1%
1.015506437	1	< 0.1%
1.015410291	1	< 0.1%

cont12
Real number (ℝ_≥0)

Distinct	299886
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5068765631
Minimum	0.08863482104
Maximum	1.049025484
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.08863482104
5-th percentile	0.2145342166
Q1	0.310166002
median	0.4865992903
Q3	0.6944525331
95-th percentile	0.8673104689
Maximum	1.049025484
Range	0.9603906632
Interquartile range (IQR)	0.3842865311

Descriptive statistics

Standard deviation	0.2189473999
Coefficient of variation (CV)	0.4319540809
Kurtosis	-1.129981046
Mean	0.5068765631
Median Absolute Deviation (MAD)	0.1903586838
Skewness	0.2831736081
Sum	152062.9689
Variance	0.04793796394
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2817347302	2	< 0.1%
0.6110592924	2	< 0.1%
0.3672519179	2	< 0.1%
0.3344315501	2	< 0.1%
0.3695183811	2	< 0.1%
0.4960279113	2	< 0.1%
0.8192126889	2	< 0.1%
0.8640894781	2	< 0.1%
0.4695762515	2	< 0.1%
0.7125511789	2	< 0.1%
Other values (299876)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08863482104	1	< 0.1%
0.09148805077	1	< 0.1%
0.09257488311	1	< 0.1%
0.09415824158	1	< 0.1%
0.09537277189	1	< 0.1%

Value	Count	Frequency (%)
1.049025484	1	< 0.1%
1.04541226	1	< 0.1%
1.045296658	1	< 0.1%
1.045073851	1	< 0.1%
1.044548681	1	< 0.1%

cont13
Real number (ℝ_≥0)

Distinct	299728
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5534416142
Minimum	0.02995023696
Maximum	0.977845054
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.02995023696
5-th percentile	0.2812491119
Q1	0.3504718906
median	0.4877074727
Q3	0.7684793742
95-th percentile	0.9242161469
Maximum	0.977845054
Range	0.947894817
Interquartile range (IQR)	0.4180074836

Descriptive statistics

Standard deviation	0.2297303025
Coefficient of variation (CV)	0.4150940164
Kurtosis	-1.386689166
Mean	0.5534416142
Median Absolute Deviation (MAD)	0.1637758081
Skewness	0.3203494994
Sum	166032.4843
Variance	0.05277601188
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3730359716	3	< 0.1%
0.6218027348	2	< 0.1%
0.8123813705	2	< 0.1%
0.8041684697	2	< 0.1%
0.9271037139	2	< 0.1%
0.3835495296	2	< 0.1%
0.3813011095	2	< 0.1%
0.4988122521	2	< 0.1%
0.3593784729	2	< 0.1%
0.9337164038	2	< 0.1%
Other values (299718)	299979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02995023696	1	< 0.1%
0.03536328207	1	< 0.1%
0.03993894044	1	< 0.1%
0.04388682779	1	< 0.1%
0.04473594955	1	< 0.1%

Value	Count	Frequency (%)
0.977845054	1	< 0.1%
0.9773809684	1	< 0.1%
0.9773132053	1	< 0.1%
0.977141102	1	< 0.1%
0.9771302937	1	< 0.1%

cont14
Real number (ℝ_≥0)

Distinct	299868
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5037129309
Minimum	0.1663674107
Maximum	0.8685064129
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.1663674107
5-th percentile	0.2309033346
Q1	0.3086731823
median	0.4318453835
Q3	0.7126534391
95-th percentile	0.8299797218
Maximum	0.8685064129
Range	0.7021390022
Interquartile range (IQR)	0.4039802569

Descriptive statistics

Standard deviation	0.20823756
Coefficient of variation (CV)	0.4134052298
Kurtosis	-1.422512661
Mean	0.5037129309
Median Absolute Deviation (MAD)	0.1715151423
Skewness	0.2525481671
Sum	151113.8793
Variance	0.04336288138
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3103230893	2	< 0.1%
0.2382473635	2	< 0.1%
0.3765762322	2	< 0.1%
0.4102459604	2	< 0.1%
0.2766009834	2	< 0.1%
0.6405746731	2	< 0.1%
0.3197055288	2	< 0.1%
0.3053339543	2	< 0.1%
0.6375553587	2	< 0.1%
0.283908534	2	< 0.1%
Other values (299858)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1663674107	1	< 0.1%
0.1699774063	1	< 0.1%
0.1701116664	1	< 0.1%
0.1705184111	1	< 0.1%
0.1708012327	1	< 0.1%

Value	Count	Frequency (%)
0.8685064129	1	< 0.1%
0.8681996338	1	< 0.1%
0.8679922751	1	< 0.1%
0.8679484695	1	< 0.1%
0.8679370318	1	< 0.1%

target
Real number (ℝ_≥0)

Distinct	299811
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.905661328
Minimum	0
Maximum	10.2675685
Zeros	1
Zeros (%)	< 0.1%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	6.734146544
Q1	7.329367053
median	7.94057067
Q3	8.470084003
95-th percentile	9.020396876
Maximum	10.2675685
Range	10.2675685
Interquartile range (IQR)	1.14071695

Descriptive statistics

Standard deviation	0.7330708304
Coefficient of variation (CV)	0.09272732538
Kurtosis	-0.4826220004
Mean	7.905661328
Median Absolute Deviation (MAD)	0.5619526588
Skewness	-0.07739896881
Sum	2371698.398
Variance	0.5373928423
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.648310857	2	< 0.1%
7.777952337	2	< 0.1%
7.713374657	2	< 0.1%
8.149577738	2	< 0.1%
8.592168232	2	< 0.1%
8.517824273	2	< 0.1%
8.425813304	2	< 0.1%
7.285984914	2	< 0.1%
7.582526283	2	< 0.1%
7.106826937	2	< 0.1%
Other values (299801)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
3.700458898	1	< 0.1%
4.256207381	1	< 0.1%
4.346321787	1	< 0.1%
4.417208678	1	< 0.1%

Value	Count	Frequency (%)
10.2675685	1	< 0.1%
10.24000319	1	< 0.1%
10.22754135	1	< 0.1%
10.18617943	1	< 0.1%
10.18229217	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	id	cont1	cont2	cont3	cont4	cont5	cont6	cont7	cont8	cont9	cont10	cont11	cont12	cont13	cont14	target
0	1	0.670390	0.811300	0.643968	0.291791	0.284117	0.855953	0.890700	0.285542	0.558245	0.779418	0.921832	0.866772	0.878733	0.305411	7.243043
1	3	0.388053	0.621104	0.686102	0.501149	0.643790	0.449805	0.510824	0.580748	0.418335	0.432632	0.439872	0.434971	0.369957	0.369484	8.203331
2	4	0.834950	0.227436	0.301584	0.293408	0.606839	0.829175	0.506143	0.558771	0.587603	0.823312	0.567007	0.677708	0.882938	0.303047	7.776091
3	5	0.820708	0.160155	0.546887	0.726104	0.282444	0.785108	0.752758	0.823267	0.574466	0.580843	0.769594	0.818143	0.914281	0.279528	6.957716
4	8	0.935278	0.421235	0.303801	0.880214	0.665610	0.830131	0.487113	0.604157	0.874658	0.863427	0.983575	0.900464	0.935918	0.435772	7.951046
5	9	0.352623	0.258867	0.327373	0.802627	0.284219	0.296886	0.209743	0.273710	0.308018	0.235851	0.278760	0.251406	0.339135	0.293129	7.346874
6	11	0.259096	0.803934	0.580900	0.322884	0.984705	0.378247	0.432821	0.562059	0.290965	0.316543	0.219192	0.326977	0.458653	0.244300	8.616237
7	12	0.481610	0.805446	0.235836	0.365011	0.734725	0.404825	0.465061	0.578794	0.418807	0.451958	0.458720	0.586586	0.321026	0.834694	6.833895
8	13	0.667920	0.776422	0.255154	0.869598	0.678067	0.475274	0.493290	0.638779	0.491023	0.617451	0.413352	0.485558	0.474055	0.608374	8.540793
9	15	0.937751	0.236482	0.216445	0.476463	0.283642	0.456763	0.316416	0.785602	0.695845	0.370941	0.436835	0.826278	0.856748	0.418593	7.701053

Last rows

	id	cont1	cont2	cont3	cont4	cont5	cont6	cont7	cont8	cont9	cont10	cont11	cont12	cont13	cont14	target
299990	499989	0.326389	0.618863	0.704098	0.413579	0.852030	0.278273	0.333312	0.272417	0.272938	0.235176	0.211698	0.258103	0.384213	0.326019	6.772837
299991	499991	0.476962	0.359924	0.922156	0.413295	0.631693	0.380596	0.368066	0.371803	0.427626	0.457469	0.529220	0.593388	0.330363	0.375819	8.078903
299992	499992	0.653259	0.683348	0.355741	0.876377	0.284155	0.470484	1.013914	0.489746	0.612278	0.593627	0.882672	0.926257	0.304561	0.719120	7.577956
299993	499993	0.660652	0.801268	0.747523	0.492578	0.647806	0.622834	0.781998	0.621881	0.472792	0.736314	0.775202	0.809940	0.708439	0.719315	9.041712
299994	499994	0.304362	0.555532	0.735149	0.336287	0.772676	0.282965	0.308538	0.502872	0.270941	0.185803	0.184561	0.214264	0.433214	0.741236	8.435371
299995	499995	0.216974	0.735265	0.648648	0.255387	0.616353	0.345197	0.295718	0.304357	0.314351	0.860504	0.315397	0.247682	0.486542	0.288750	7.385215
299996	499996	0.545799	0.165139	0.220966	0.190053	0.359362	0.386336	0.365767	0.344217	0.466446	0.454581	0.360251	0.360755	0.292535	0.619984	7.242617
299997	499997	0.284401	0.841542	0.957585	0.340383	0.396279	0.330376	0.525687	0.260039	0.378174	0.526925	0.491735	0.516629	0.173521	0.714552	9.592487
299998	499998	0.481900	0.622346	0.540032	0.823118	0.283066	0.434283	0.174342	0.710843	0.358690	0.648272	0.984647	1.001110	0.063956	0.377693	8.207951
299999	499999	0.486632	0.230090	0.543587	0.263878	0.279118	0.636295	0.472391	0.339654	0.444787	0.636765	0.782196	0.559692	0.762954	0.215539	8.890285

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows